Predicting Stroke Risk in Patients

About Dataset EDA Analysis of Model Source code About Image
id gender age hypertension heart_disease ever_married work_type Residence_type avg_glucose_level bmi smoking_status stroke
0 9046 Male 67.00 0 1 Yes Private Urban 228.69 36.6 formerly smoked 1
1 51676 Female 61.00 0 0 Yes Self-employed Rural 202.21 NaN never smoked 1
2 31112 Male 80.00 0 1 Yes Private Rural 105.92 32.5 never smoked 1
3 60182 Female 49.00 0 0 Yes Private Urban 171.23 34.4 smokes 1
4 1665 Female 79.00 1 0 Yes Self-employed Rural 174.12 24.0 never smoked 1
5 56669 Male 81.00 0 0 Yes Private Urban 186.21 29.0 formerly smoked 1
6 53882 Male 74.00 1 1 Yes Private Rural 70.09 27.4 never smoked 1
7 10434 Female 69.00 0 0 No Private Urban 94.39 22.8 never smoked 1
8 27419 Female 59.00 0 0 Yes Private Rural 76.15 NaN Unknown 1
9 60491 Female 78.00 0 0 Yes Private Urban 58.57 24.2 Unknown 1
10 12109 Female 81.00 1 0 Yes Private Rural 80.43 29.7 never smoked 1
11 12095 Female 61.00 0 1 Yes Govt_job Rural 120.46 36.8 smokes 1
12 12175 Female 54.00 0 0 Yes Private Urban 104.51 27.3 smokes 1
13 8213 Male 78.00 0 1 Yes Private Urban 219.84 NaN Unknown 1
14 5317 Female 79.00 0 1 Yes Private Urban 214.09 28.2 never smoked 1
15 58202 Female 50.00 1 0 Yes Self-employed Rural 167.41 30.9 never smoked 1
16 56112 Male 64.00 0 1 Yes Private Urban 191.61 37.5 smokes 1
17 34120 Male 75.00 1 0 Yes Private Urban 221.29 25.8 smokes 1
18 27458 Female 60.00 0 0 No Private Urban 89.22 37.8 never smoked 1
19 25226 Male 57.00 0 1 No Govt_job Urban 217.08 NaN Unknown 1
20 70630 Female 71.00 0 0 Yes Govt_job Rural 193.94 22.4 smokes 1
21 13861 Female 52.00 1 0 Yes Self-employed Urban 233.29 48.9 never smoked 1
22 68794 Female 79.00 0 0 Yes Self-employed Urban 228.70 26.6 never smoked 1
23 64778 Male 82.00 0 1 Yes Private Rural 208.30 32.5 Unknown 1
24 4219 Male 71.00 0 0 Yes Private Urban 102.87 27.2 formerly smoked 1
25 70822 Male 80.00 0 0 Yes Self-employed Rural 104.12 23.5 never smoked 1
26 38047 Female 65.00 0 0 Yes Private Rural 100.98 28.2 formerly smoked 1
27 61843 Male 58.00 0 0 Yes Private Rural 189.84 NaN Unknown 1
28 54827 Male 69.00 0 1 Yes Self-employed Urban 195.23 28.3 smokes 1
29 69160 Male 59.00 0 0 Yes Private Rural 211.78 NaN formerly smoked 1
30 43717 Male 57.00 1 0 Yes Private Urban 212.08 44.2 smokes 1
31 33879 Male 42.00 0 0 Yes Private Rural 83.41 25.4 Unknown 1
32 39373 Female 82.00 1 0 Yes Self-employed Urban 196.92 22.2 never smoked 1
33 54401 Male 80.00 0 1 Yes Self-employed Urban 252.72 30.5 formerly smoked 1
34 14248 Male 48.00 0 0 No Govt_job Urban 84.20 29.7 never smoked 1
35 712 Female 82.00 1 1 No Private Rural 84.03 26.5 formerly smoked 1
36 47269 Male 74.00 0 0 Yes Private Rural 219.72 33.7 formerly smoked 1
37 24977 Female 72.00 1 0 Yes Private Rural 74.63 23.1 formerly smoked 1
38 47306 Male 58.00 0 0 No Private Rural 92.62 32.0 Unknown 1
39 62602 Female 49.00 0 0 Yes Private Urban 60.91 29.9 never smoked 1
40 4651 Male 78.00 0 0 Yes Private Rural 78.03 23.9 formerly smoked 1
41 1261 Male 54.00 0 0 Yes Private Urban 71.22 28.5 never smoked 1
42 61960 Male 82.00 0 1 Yes Private Urban 144.90 26.4 smokes 1
43 1845 Female 63.00 0 0 Yes Private Urban 90.90 NaN formerly smoked 1
44 7937 Male 60.00 1 0 Yes Govt_job Urban 213.03 20.2 smokes 1
45 19824 Male 76.00 1 0 Yes Private Rural 243.58 33.6 never smoked 1
46 37937 Female 75.00 0 1 No Self-employed Urban 109.78 NaN Unknown 1
47 47472 Female 58.00 0 0 Yes Private Urban 107.26 38.6 formerly smoked 1
48 35626 Male 81.00 0 0 Yes Self-employed Urban 99.33 33.7 never smoked 1
49 36338 Female 39.00 1 0 Yes Private Rural 58.09 39.2 smokes 1
50 18587 Female 76.00 0 0 No Private Urban 89.96 NaN Unknown 1
51 15102 Male 78.00 1 0 Yes Private Urban 75.32 NaN formerly smoked 1
52 59190 Female 79.00 0 1 Yes Private Rural 127.29 27.7 never smoked 1
53 47167 Female 77.00 1 0 Yes Self-employed Urban 124.13 31.4 never smoked 1
54 8752 Female 63.00 0 0 Yes Govt_job Urban 197.54 NaN never smoked 1
55 25831 Male 63.00 0 1 Yes Private Rural 196.71 36.5 formerly smoked 1
56 38829 Female 82.00 0 0 Yes Private Rural 59.32 33.2 never smoked 1
57 66400 Male 78.00 0 0 Yes Private Urban 237.75 NaN formerly smoked 1
58 58631 Male 73.00 1 0 Yes Self-employed Urban 194.99 32.8 never smoked 1
59 5111 Female 54.00 1 0 Yes Govt_job Urban 180.93 27.7 never smoked 1
60 10710 Female 56.00 0 0 Yes Private Urban 185.17 40.4 formerly smoked 1
61 55927 Female 80.00 1 0 Yes Private Rural 74.90 22.2 never smoked 1
62 65842 Female 67.00 1 0 Yes Self-employed Rural 61.94 25.3 smokes 1
63 19557 Female 45.00 0 0 Yes Private Rural 93.72 30.2 formerly smoked 1
64 7356 Male 75.00 0 0 Yes Private Urban 104.72 NaN Unknown 1
65 17013 Male 78.00 1 0 No Private Urban 113.01 24.0 never smoked 1
66 17004 Female 70.00 0 0 Yes Private Urban 221.58 47.5 never smoked 1
67 72366 Male 76.00 0 0 Yes Private Urban 104.47 20.3 Unknown 1
68 6118 Male 59.00 0 0 Yes Private Urban 86.23 30.0 formerly smoked 1
69 7371 Female 80.00 1 0 Yes Self-employed Rural 72.67 28.9 never smoked 1
70 70676 Female 76.00 0 0 Yes Govt_job Rural 62.57 NaN formerly smoked 1
71 2326 Female 67.00 1 0 Yes Private Rural 179.12 28.1 formerly smoked 1
72 27169 Female 66.00 1 0 Yes Govt_job Rural 116.55 31.1 formerly smoked 1
73 50784 Male 63.00 0 0 Yes Private Rural 228.56 27.4 never smoked 1
74 19773 Female 52.00 0 0 Yes Private Rural 96.59 26.4 never smoked 1
75 66159 Female 80.00 0 1 Yes Self-employed Rural 66.72 21.7 formerly smoked 1
76 36236 Male 80.00 1 0 Yes Private Urban 240.09 27.0 never smoked 1
77 71673 Female 79.00 0 0 Yes Private Urban 110.85 24.1 formerly smoked 1
78 45805 Female 51.00 0 0 Yes Private Urban 165.31 NaN never smoked 1
79 42117 Male 43.00 0 0 Yes Self-employed Urban 143.43 45.9 Unknown 1
80 57419 Male 59.00 0 0 Yes Private Rural 96.16 44.1 Unknown 1
81 26015 Female 66.00 0 0 Yes Self-employed Urban 101.45 NaN Unknown 1
82 26727 Female 79.00 0 0 No Private Rural 88.92 22.9 never smoked 1
83 66638 Female 68.00 1 0 No Self-employed Urban 79.79 29.7 never smoked 1
84 70042 Male 58.00 0 0 Yes Private Urban 71.20 NaN Unknown 1
85 32399 Male 54.00 0 0 Yes Private Rural 96.97 29.1 smokes 1
86 3253 Male 61.00 0 1 Yes Private Rural 111.81 27.3 smokes 1
87 71796 Female 70.00 0 1 Yes Private Rural 59.35 32.3 formerly smoked 1
88 14499 Male 47.00 0 0 Yes Private Urban 86.94 41.1 formerly smoked 1
89 49130 Male 74.00 0 0 Yes Private Urban 98.55 25.6 Unknown 1
90 28291 Female 79.00 0 1 Yes Private Urban 226.98 29.8 never smoked 1
91 51169 Male 81.00 0 0 Yes Private Urban 72.81 26.3 never smoked 1
92 66315 Female 57.00 0 0 No Self-employed Urban 68.02 37.5 never smoked 1
93 37726 Female 80.00 1 0 Yes Self-employed Urban 68.56 26.2 Unknown 1
94 54385 Male 45.00 0 0 Yes Private Rural 64.14 29.4 never smoked 1
95 2458 Female 78.00 0 0 Yes Private Rural 235.63 32.3 never smoked 1
96 35512 Female 70.00 0 0 Yes Self-employed Rural 76.34 24.4 formerly smoked 1
97 56841 Male 58.00 0 1 Yes Private Rural 240.59 31.4 smokes 1
98 8154 Male 57.00 1 0 Yes Govt_job Urban 78.92 27.7 formerly smoked 1
99 4639 Female 69.00 0 0 Yes Govt_job Urban 82.81 28.0 never smoked 1
100 12363 Male 64.00 0 1 Yes Govt_job Urban 74.10 28.8 Unknown 1
101 63973 Female 77.00 0 0 Yes Govt_job Rural 190.32 31.4 never smoked 1
102 45277 Female 74.00 0 0 Yes Private Rural 231.61 34.6 formerly smoked 1
103 4712 Female 81.00 0 1 Yes Self-employed Rural 78.70 19.4 Unknown 1
104 33175 Female 57.00 0 0 Yes Govt_job Urban 110.52 28.5 Unknown 1
105 2346 Male 58.00 0 0 Yes Private Urban 82.30 NaN smokes 1
106 42072 Female 50.00 1 0 Yes Private Rural 73.18 30.3 formerly smoked 1
107 12062 Female 54.00 0 0 Yes Self-employed Rural 191.82 40.4 smokes 1
108 30456 Female 79.00 0 0 Yes Private Rural 93.05 24.2 never smoked 1
109 59125 Female 53.00 0 0 Yes Govt_job Urban 64.17 41.5 never smoked 1
110 56546 Male 79.00 0 1 Yes Private Rural 129.98 22.6 formerly smoked 1
111 48405 Male 80.00 0 1 Yes Private Urban 68.53 24.2 smokes 1
112 36706 Female 76.00 0 0 Yes Self-employed Urban 106.41 NaN formerly smoked 1
113 41069 Female 45.00 0 0 Yes Private Rural 224.10 56.6 never smoked 1
114 71639 Female 68.00 0 0 No Govt_job Urban 82.10 27.1 Unknown 1
115 53401 Male 71.00 1 1 No Govt_job Rural 216.94 30.9 never smoked 1
116 60744 Male 61.00 1 0 Yes Self-employed Rural 76.11 27.3 smokes 1
117 7547 Male 74.00 0 0 Yes Private Urban 72.96 31.3 smokes 1
118 31720 Female 38.00 0 0 No Self-employed Urban 82.28 24.0 formerly smoked 1
119 5563 Female 77.00 0 0 Yes Private Urban 105.22 31.0 never smoked 1
120 68798 Female 58.00 0 0 Yes Private Rural 59.86 28.0 formerly smoked 1
121 72918 Female 53.00 1 0 Yes Private Urban 62.55 30.3 Unknown 1
122 13491 Male 80.00 0 0 Yes Private Rural 259.63 31.7 smokes 1
123 44033 Male 56.00 1 0 Yes Private Rural 249.31 35.8 never smoked 1
124 14164 Female 72.00 0 0 Yes Private Urban 219.91 NaN Unknown 1
125 50522 Female 72.00 0 0 Yes Govt_job Urban 131.41 28.4 never smoked 1
126 3352 Male 78.00 1 0 Yes Self-employed Urban 93.13 NaN formerly smoked 1
127 70943 Female 80.00 0 0 Yes Private Urban 73.54 24.0 Unknown 1
128 37132 Male 82.00 0 0 Yes Govt_job Urban 200.59 29.0 formerly smoked 1
129 48796 Female 75.00 0 0 Yes Govt_job Urban 62.48 NaN Unknown 1
130 53440 Female 73.00 1 0 Yes Private Rural 190.14 36.5 never smoked 1
131 16817 Female 78.00 1 0 No Private Urban 130.54 20.1 never smoked 1
132 69551 Male 69.00 1 0 No Private Rural 182.99 36.5 never smoked 1
133 31563 Female 38.00 0 0 Yes Private Rural 101.45 NaN formerly smoked 1
134 20387 Female 68.00 1 0 Yes Self-employed Rural 206.09 26.7 never smoked 1
135 71279 Female 71.00 0 0 Yes Govt_job Urban 263.32 38.7 never smoked 1
136 55824 Male 76.00 0 0 Yes Private Urban 140.10 29.9 formerly smoked 1
137 11762 Female 76.00 0 0 Yes Private Urban 207.28 34.9 Unknown 1
138 29281 Male 76.00 1 0 Yes Self-employed Rural 194.37 27.0 formerly smoked 1
139 30683 Female 75.00 0 0 Yes Private Rural 199.20 26.6 Unknown 1
140 20439 Male 82.00 0 1 Yes Govt_job Rural 103.68 25.0 never smoked 1
141 45965 Female 59.00 0 0 Yes Private Rural 116.44 23.8 smokes 1
142 8045 Female 74.00 1 0 Yes Private Urban 70.28 21.8 never smoked 1
143 37651 Female 69.00 1 1 No Self-employed Urban 72.17 36.8 never smoked 1
144 17308 Female 72.00 1 0 Yes Private Urban 221.79 30.0 never smoked 1
145 67981 Male 66.00 0 0 Yes Private Urban 151.16 27.5 formerly smoked 1
146 41241 Male 65.00 0 0 Yes Self-employed Urban 68.43 NaN formerly smoked 1
147 62861 Female 78.00 0 0 Yes Private Urban 67.29 24.6 never smoked 1
148 72081 Female 57.00 1 0 Yes Govt_job Rural 67.41 32.9 never smoked 1
149 58978 Female 70.00 0 1 Yes Private Rural 239.07 26.1 never smoked 1
150 11933 Female 79.00 0 0 Yes Private Rural 169.67 NaN Unknown 1
151 46703 Male 68.00 0 1 Yes Private Urban 223.83 31.9 formerly smoked 1
152 32503 Female 80.00 0 0 Yes Self-employed Urban 76.57 34.1 never smoked 1
153 12482 Male 68.00 0 0 Yes Self-employed Urban 77.82 27.5 smokes 1
154 56939 Female 55.00 0 0 Yes Self-employed Rural 92.98 25.6 never smoked 1
155 24669 Female 77.00 0 1 Yes Private Rural 231.56 36.9 never smoked 1
156 43054 Female 50.00 0 0 Yes Private Rural 102.16 31.4 smokes 1
157 59437 Female 57.00 0 0 Yes Private Urban 221.89 37.3 smokes 1
158 66258 Female 71.00 0 0 Yes Self-employed Urban 195.71 34.1 formerly smoked 1
159 34567 Female 81.00 1 0 Yes Self-employed Rural 74.02 25.0 never smoked 1
160 50931 Female 76.00 0 0 Yes Private Urban 57.92 NaN formerly smoked 1
161 16590 Male 71.00 0 1 Yes Private Urban 81.76 NaN smokes 1
162 69768 Female 1.32 0 0 No children Urban 70.37 NaN Unknown 1
163 20426 Female 78.00 1 0 No Private Urban 203.87 45.7 never smoked 1
164 3512 Female 70.00 1 0 Yes Self-employed Urban 89.13 34.2 formerly smoked 1
165 42899 Male 78.00 0 0 Yes Self-employed Urban 133.19 23.6 formerly smoked 1
166 63453 Female 56.00 0 0 Yes Govt_job Rural 162.23 27.3 Unknown 1
167 43364 Male 79.00 1 0 Yes Private Rural 75.02 NaN never smoked 1
168 44993 Female 79.00 1 0 No Govt_job Urban 98.02 22.3 formerly smoked 1
169 210 Male 81.00 0 0 Yes Self-employed Rural 91.54 31.4 never smoked 1
170 28939 Male 64.00 0 0 Yes Self-employed Rural 111.98 NaN formerly smoked 1
171 60739 Female 79.00 1 1 No Self-employed Rural 60.94 NaN never smoked 1
172 67432 Female 60.00 0 0 Yes Private Urban 97.43 26.4 smokes 1
173 2182 Female 80.00 1 0 Yes Self-employed Rural 91.02 32.9 formerly smoked 1
174 40899 Female 78.00 0 0 Yes Self-employed Rural 60.67 NaN formerly smoked 1
175 14431 Male 72.00 1 0 Yes Self-employed Rural 185.49 37.1 never smoked 1
176 62466 Female 80.00 0 0 Yes Private Urban 64.44 45.0 never smoked 1
177 36841 Male 78.00 1 0 Yes Self-employed Rural 56.11 25.5 formerly smoked 1
178 33486 Female 80.00 0 0 Yes Govt_job Urban 110.66 NaN Unknown 1
179 65105 Male 81.00 0 0 Yes Private Urban 213.22 26.1 Unknown 1
180 54567 Female 46.00 0 0 Yes Private Urban 78.18 30.8 never smoked 1
181 66204 Male 59.00 0 0 Yes Private Urban 111.04 32.0 formerly smoked 1
182 39912 Female 32.00 0 0 Yes Private Rural 76.13 29.9 smokes 1
183 8003 Female 77.00 0 0 No Private Urban 81.32 NaN Unknown 1
184 28378 Male 61.00 1 1 Yes Private Urban 112.24 37.4 smokes 1
185 41081 Male 63.00 0 0 Yes Private Rural 137.30 31.7 formerly smoked 1
186 16077 Male 63.00 0 1 Yes Self-employed Urban 116.69 34.5 formerly smoked 1
187 67895 Female 82.00 1 1 Yes Govt_job Urban 215.94 27.9 formerly smoked 1
188 30184 Male 82.00 0 0 Yes Private Rural 86.62 29.5 formerly smoked 1
189 66955 Male 61.00 0 1 Yes Private Urban 209.86 NaN Unknown 1
190 24905 Female 65.00 0 0 Yes Private Urban 205.77 46.0 formerly smoked 1
191 66071 Male 51.00 1 0 Yes Private Urban 112.16 42.5 formerly smoked 1
192 36255 Male 59.00 0 0 Yes Self-employed Rural 118.03 35.5 smokes 1
193 69112 Male 68.00 1 1 Yes Private Rural 271.74 31.1 smokes 1
194 23410 Female 72.00 0 0 Yes Private Rural 97.92 26.9 smokes 1
195 64373 Male 59.00 0 0 Yes Private Urban 200.62 35.8 formerly smoked 1
196 58267 Male 70.00 1 0 Yes Private Rural 242.52 45.5 formerly smoked 1
197 35684 Male 69.00 0 0 Yes Private Rural 93.81 28.5 Unknown 1
198 18937 Male 79.00 0 0 Yes Private Rural 114.77 NaN formerly smoked 1
199 491 Female 74.00 0 0 Yes Self-employed Urban 74.96 26.6 never smoked 1
200 54695 Male 74.00 0 0 Yes Private Urban 167.13 NaN Unknown 1
201 68627 Male 80.00 1 1 Yes Private Urban 175.29 31.5 formerly smoked 1
202 8580 Female 77.00 0 0 Yes Self-employed Rural 90.00 32.0 never smoked 1
203 28484 Female 78.00 0 0 Yes Self-employed Rural 109.47 30.8 never smoked 1
204 62019 Male 54.00 0 0 Yes Govt_job Rural 87.85 31.1 smokes 1
205 51314 Female 78.00 0 0 Yes Private Urban 106.74 33.0 formerly smoked 1
206 37060 Female 81.00 0 0 Yes Private Rural 80.13 23.4 never smoked 1
207 35578 Male 78.00 0 0 No Self-employed Urban 90.19 26.9 never smoked 1
208 54921 Male 78.00 1 0 Yes Self-employed Rural 134.80 33.6 Unknown 1
209 33454 Female 63.00 0 0 Yes Govt_job Rural 106.58 23.9 Unknown 1
210 33943 Female 39.00 0 0 Yes Private Urban 83.24 26.3 never smoked 1
211 62439 Female 51.00 0 0 Yes Govt_job Rural 103.43 27.3 formerly smoked 1
212 31179 Male 63.00 0 0 Yes Private Urban 208.65 30.7 never smoked 1
213 66866 Female 48.00 0 0 Yes Private Urban 74.11 20.5 never smoked 1
214 2548 Female 81.00 0 0 Yes Self-employed Urban 95.84 21.5 never smoked 1
215 68025 Female 79.00 0 1 No Private Urban 205.33 31.0 smokes 1
216 2390 Male 78.00 0 0 Yes Self-employed Urban 116.10 27.1 never smoked 1
217 29552 Female 55.00 1 1 Yes Private Urban 210.40 40.0 smokes 1
218 25904 Female 76.00 1 1 Yes Self-employed Urban 199.86 NaN smokes 1
219 31421 Male 73.00 0 1 Yes Govt_job Rural 219.73 28.6 never smoked 1
220 20463 Male 81.00 1 1 Yes Private Urban 250.89 28.1 smokes 1
221 68023 Male 79.00 0 0 Yes Private Rural 72.73 28.4 never smoked 1
222 12689 Female 63.00 0 0 Yes Govt_job Rural 205.35 42.2 formerly smoked 1
223 54724 Female 81.00 0 0 No Govt_job Urban 70.30 25.8 smokes 1
224 8899 Male 49.00 0 0 No Private Rural 104.86 31.9 smokes 1
225 39186 Female 57.00 0 1 Yes Private Urban 216.58 31.0 Unknown 1
226 32729 Female 81.00 0 0 Yes Private Rural 184.40 27.5 never smoked 1
227 39105 Male 74.00 0 0 Yes Self-employed Rural 60.98 NaN never smoked 1
228 31154 Female 39.00 0 0 Yes Self-employed Urban 97.76 29.6 smokes 1
229 69959 Female 80.00 1 0 No Private Urban 66.03 35.4 never smoked 1
230 10552 Female 81.00 0 0 Yes Self-employed Rural 81.95 16.9 never smoked 1
231 12917 Female 79.00 0 0 Yes Private Urban 97.73 21.5 smokes 1
232 68356 Female 73.00 0 0 Yes Self-employed Urban 70.94 34.4 never smoked 1
233 23368 Female 77.00 1 0 Yes Self-employed Urban 199.84 28.0 formerly smoked 1
234 25974 Male 78.00 0 0 Yes Self-employed Urban 218.46 26.8 Unknown 1
235 1210 Female 68.00 0 0 Yes Private Rural 211.06 39.3 Unknown 1
236 28493 Male 57.00 0 0 Yes Private Urban 86.30 31.7 Unknown 1
237 36857 Male 77.00 0 0 Yes Self-employed Rural 162.14 32.6 formerly smoked 1
238 1836 Female 51.00 1 0 Yes Private Urban 88.20 28.4 never smoked 1
239 32221 Male 60.00 0 1 Yes Private Urban 91.92 35.9 smokes 1
240 10548 Male 66.00 0 0 Yes Private Rural 76.46 21.2 formerly smoked 1
241 52282 Male 57.00 0 0 Yes Private Rural 197.28 34.5 formerly smoked 1
242 45535 Male 68.00 0 0 Yes Private Rural 233.94 42.4 never smoked 1
243 40460 Female 68.00 1 1 Yes Private Urban 247.51 40.5 formerly smoked 1
244 17739 Male 57.00 0 0 Yes Private Rural 84.96 36.7 Unknown 1
245 49669 Female 14.00 0 0 No children Rural 57.93 30.9 Unknown 1
246 27153 Female 75.00 0 0 Yes Self-employed Rural 78.80 29.3 formerly smoked 1
247 34060 Male 71.00 1 0 Yes Self-employed Rural 87.80 NaN Unknown 1
248 43424 Female 78.00 0 0 Yes Private Rural 78.81 19.6 Unknown 1
249 30669 Male 3.00 0 0 No children Rural 95.12 18.0 Unknown 0
250 30468 Male 58.00 1 0 Yes Private Urban 87.96 39.2 never smoked 0
251 16523 Female 8.00 0 0 No Private Urban 110.89 17.6 Unknown 0
252 56543 Female 70.00 0 0 Yes Private Rural 69.04 35.9 formerly smoked 0
253 46136 Male 14.00 0 0 No Never_worked Rural 161.28 19.1 Unknown 0
254 32257 Female 47.00 0 0 Yes Private Urban 210.95 50.1 Unknown 0
255 52800 Female 52.00 0 0 Yes Private Urban 77.59 17.7 formerly smoked 0
256 41413 Female 75.00 0 1 Yes Self-employed Rural 243.53 27.0 never smoked 0
257 15266 Female 32.00 0 0 Yes Private Rural 77.67 32.3 smokes 0
258 28674 Female 74.00 1 0 Yes Self-employed Urban 205.84 54.6 never smoked 0
259 10460 Female 79.00 0 0 Yes Govt_job Urban 77.08 35.0 Unknown 0
260 64908 Male 79.00 0 1 Yes Private Urban 57.08 22.0 formerly smoked 0
261 63884 Female 37.00 0 0 Yes Private Rural 162.96 39.4 never smoked 0
262 37893 Female 37.00 0 0 Yes Private Rural 73.50 26.1 formerly smoked 0
263 67855 Female 40.00 0 0 Yes Private Rural 95.04 42.4 never smoked 0
264 25774 Male 35.00 0 0 No Private Rural 85.37 33.0 never smoked 0
265 19584 Female 20.00 0 0 No Private Urban 84.62 19.7 smokes 0
266 24447 Female 42.00 0 0 Yes Private Rural 82.67 22.5 never smoked 0
267 49589 Female 44.00 0 0 Yes Govt_job Urban 57.33 24.6 smokes 0
268 17986 Female 79.00 0 1 Yes Self-employed Urban 67.84 25.2 smokes 0
269 29217 Female 65.00 1 0 Yes Private Rural 75.70 41.8 Unknown 0
270 72911 Female 57.00 1 0 Yes Private Rural 129.54 60.9 smokes 0
271 47175 Female 49.00 0 0 Yes Private Rural 60.22 31.5 smokes 0
272 4057 Male 71.00 0 0 Yes Private Urban 198.21 27.3 formerly smoked 0
273 48588 Female 59.00 0 0 Yes Private Urban 109.82 23.7 never smoked 0
274 70336 Female 25.00 0 0 Yes Private Urban 60.84 24.5 never smoked 0
275 66767 Female 67.00 0 0 Yes Govt_job Rural 94.61 28.4 smokes 0
276 45801 Female 38.00 0 0 No Private Rural 97.49 26.9 never smoked 0
277 36275 Female 54.00 0 0 Yes Private Rural 206.72 26.7 never smoked 0
278 11577 Female 70.00 0 0 Yes Self-employed Rural 214.45 31.2 never smoked 0
279 67210 Male 27.00 0 0 Yes Self-employed Urban 82.90 25.0 Unknown 0
280 29908 Female 47.00 0 0 Yes Private Urban 103.26 25.4 Unknown 0
281 45222 Male 58.00 1 0 No Private Urban 55.78 27.5 smokes 0
282 33759 Female 3.00 0 0 No children Urban 73.74 16.0 Unknown 0
283 40311 Female 58.00 0 0 Yes Private Urban 149.75 27.0 Unknown 0
284 26325 Male 14.00 0 0 No Govt_job Urban 82.34 31.6 Unknown 0
285 65460 Female 32.00 0 0 Yes Private Rural 62.60 25.1 formerly smoked 0
286 36811 Female 23.00 0 0 No Private Urban 94.09 30.9 never smoked 0
287 71750 Female 55.00 0 0 Yes Private Urban 55.42 24.8 Unknown 0
288 70970 Female 17.00 0 0 No Self-employed Urban 82.18 23.4 Unknown 0
289 42203 Male 59.00 0 0 Yes Private Urban 117.92 29.4 smokes 0
290 55680 Male 13.00 0 0 No children Urban 114.84 18.3 Unknown 0
291 11014 Male 4.00 0 0 No children Rural 79.17 20.0 Unknown 0
292 44338 Female 16.00 0 0 No children Rural 110.63 19.5 Unknown 0
293 20980 Male 67.00 0 0 Yes Private Urban 190.70 36.0 formerly smoked 0
294 34974 Female 22.00 0 0 No Private Rural 79.81 27.7 Unknown 0
295 71379 Female 45.00 0 0 Yes Govt_job Urban 113.63 27.5 smokes 0
296 58261 Female 66.00 0 0 Yes Private Rural 141.24 28.5 never smoked 0
297 67318 Male 58.00 1 0 Yes Govt_job Rural 56.96 26.8 smokes 0
298 28526 Male 69.00 0 0 Yes Self-employed Rural 203.04 33.6 never smoked 0
299 8831 Female 58.00 0 0 Yes Private Rural 94.30 29.1 Unknown 0

Ⅰ Decision Tree Classifier

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Ⅱ K Neighbours Classifier

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Ⅲ Support Vector Classifier

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Ⅳ Gaussian Naïve Bayes

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Ⅴ Bernoulli Naïve Bayes

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Ⅵ Random Forest Classifier

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Ⅶ Logistic Regression

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Results

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